{"id":"W2160449069","doi":"10.1017/etds.2014.63","title":"Compensation functions for factors of shifts of finite type","year":2014,"lang":"en","type":"article","venue":"Ergodic Theory and Dynamical Systems","topic":"Mathematical Dynamics and Fractals","field":"Mathematics","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Smoothness; Mathematics; Kullback–Leibler divergence; Function (biology); Compensation (psychology); Invariant (physics); Pure mathematics; Entropy (arrow of time); Mathematical analysis; Physics; Mathematical physics; Thermodynamics; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001070047,0.000107547,0.0003891486,0.0000518062,0.000051043,0.00001119511,0.00007730283,0.0001054499,0.00003216115],"category_scores_gemma":[0.00169849,0.00007879792,0.00007956219,0.0000763553,0.0001102199,0.00003706701,0.00002458563,0.0000620182,0.000002241672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000010314,"about_ca_system_score_gemma":0.00001045747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008200769,"about_ca_topic_score_gemma":0.000003535331,"domain_scores_codex":[0.9989908,0.0001851508,0.0004478178,0.0001304442,0.0001270367,0.000118772],"domain_scores_gemma":[0.994471,0.004954595,0.0002238171,0.0001938774,0.00009339926,0.00006335854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008225206,0.00009074265,0.0002862476,0.0007080821,0.00003608954,4.884172e-8,0.0002131607,0.00007351804,0.0005577981,0.9977186,0.00002506683,0.0002083891],"study_design_scores_gemma":[0.0003917282,0.0002779678,0.0007512948,0.0001815459,0.00008162804,0.000001434464,0.0003578897,0.1891287,0.00004213068,0.8083946,0.0002627232,0.0001284319],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5542032,0.00003109047,0.4441429,0.000009901683,0.0001843301,0.0002473707,0.0000503905,0.00001891187,0.001111889],"genre_scores_gemma":[0.9987622,0.000002355859,0.0006977258,0.00000480186,0.00003266761,0.00001088695,0.00002499401,0.0000140697,0.0004502637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.444559,"threshold_uncertainty_score":0.3213286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02932922335636043,"score_gpt":0.2812411573781953,"score_spread":0.2519119340218348,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}